This research analyzed spatiotemporal expression patterns of risk genes across 15 neuropsychiatric disorders. By integrating transcriptomic and imaging data, it identified prenatal and postnatal enrichment groups and specific brain “hot-spots”. This provides a systems-level framework for understanding neurodevelopmental mechanisms and potential therapeutic targets.